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explainable ai

2,395 papers

#explainable ai Book Sep 2026

The Gut–Brain Connection and the Influence of the Microbiome on Cognition

Cognitive health is not governed by the brain in isolation; it is actively co-regulated by the gut–brain–microbiome axis. This work argues that microbial composition and function are not passive correlates of brain health but causal drivers of neuroplasticity, neuro-inflammation, and long-term cognitive resilience. Tri...

Ravleen Singh, Pawan Parihar, Santosh Kumar Henge et al. · 0 citations
#explainable ai Open access Sep 2026

V3 Architecture — Visual Atlas of the Periodic Table: 118 Elements as Vortex Clusters (AI-Generated Illustrations)

V3 ARCHITECTURE — COMPLETE PERIODIC TABLE PACKAGECode + 118 Visual Plates + Geometry of Matter + Nuclear Stability Simulation This deposit contains the complete V3 Architecture package for the periodic table,including: 1. ADA SPARK SOURCE CODE (100% GNATprove proof obligations) - V3_Unified.ads/adb : Complete V3 Archit...

OUTAIL benhadid · 0 citations
#explainable ai Book Open access Sep 2026

Predicción de la Eficiencia en Teleportación Cuántica en Presencia de Ruido Mediante Aprendizaje Automático e Inteligencia Artificial Explicable

Este repositorio recoge el código desarrollado para mi Trabajo de Fin de Grado (TFG) en Física en la Universidad Europea de Madrid. Este código da soporte a los experimentos y resultados presentados en el mismo. El código está desarrollado en el entorno de Google Colab y utiliza Qiskit y técnicas de Machine Learning pa...

Hugo Neira Voces · 0 citations
#explainable ai Open access Sep 2026

SMILE — Sustainable Methodology for Impact Lifecycle Enablement (v6.4.5): Operational Grammar for Auditable, Shared and Forkable Reality

Version 6.4.5 makes the one-page methodology overview readable. In v6.4.4 the figure was 1999 pixels compressed into a 6.6-inch text column — about 303 dpi, roughly 4-point type — and was attached separately, so the record opened on the image rather than the paper. Here the figure is given its own landscape page at ful...

Nicolas Waern · 0 citations
#explainable ai Sep 2026

The data management crisis behind AI-based brain MRI diagnosis:Heterogeneity, governance, and reproducibility

AI-based brain magnetic resonance imaging (MRI) classifiers face a persistent gap between laboratory performance and clinical deployability. We argue the bottleneck is not model architecture but the absence of principled data management infrastructure. Drawing on our ongoing work in explainable multi-disease MRI classi...

Tanmoy Debnath, Miroslaw Narbutt, Katarzyna Anna Kazimierczak · 0 citations
#generative ai Sep 2026

Vision-Based Machine Learning voor Chemische Procescontrole: Een Haalbaarheidsstudie over Meerdere Toepassingen

This research is motivated by the increasing complexity of chemical processes and the growing demand for robust, non-invasive monitoring and control solutions in the context of the ongoing digitalization of the chemical industry. Many critical aspects of chemical processes, such as phase behavior, flow patterns, and fo...

Toon Stuyck · 0 citations
#explainable ai Open access Sep 2026

The Intent Bottleneck: When AI Compresses Delivery, Strategy Becomes the Constraint

This working paper argues that AI-native delivery compresses only the final stage of a six-stage chain running from an institution's covenant with those it serves to running software, so that by Amdahl's law the constraint moves upstream into how organisations form, prioritise, and preserve intent. It introduces intent...

Sanjeet Kumar · 0 citations
#artificial intelligence Open access Sep 2026

Opening the Black Box a Crack: A Interdisciplinary Mapping Review of Explainability and Interpretability of Black-Box Models

This article presents a narrative review of Explainability and Interpretability of Black-Box Models in the context of Artificial Intelligence. The literature on this topic has expanded substantially over recent decades, yet it remains fragmented across subfields, methods, and national research traditions. Drawing on an...

Zen Revista, 10 IA · 0 citations
#artificial intelligence Book Open access Sep 2026

AI-POWERED PREDICTIVE ANALYTICS FOR INTELLIGENT DECISION SUPPORT SYSTEMS

The digital landscape is undergoing a seismic shift, moving beyond the era of simple data storage into an age where the true value of information lies in its ability to forecast the future. AI-Powered Predictive Analytics for Intelligent Decision Support Systems is designed as a comprehensive guide to navigating this t...

Mr PRAVEEN NAINAR BALASUBRAMANIAN, Dr A ANANTHI CHRISTY, Dr A K DASARATHY et al. · 0 citations
#artificial intelligence Book Open access Sep 2026

AI-POWERED PREDICTIVE ANALYTICS FOR INTELLIGENT DECISION SUPPORT SYSTEMS

The digital landscape is undergoing a seismic shift, moving beyond the era of simple data storage into an age where the true value of information lies in its ability to forecast the future. AI-Powered Predictive Analytics for Intelligent Decision Support Systems is designed as a comprehensive guide to navigating this t...

Mr PRAVEEN NAINAR BALASUBRAMANIAN, Dr A ANANTHI CHRISTY, Dr A K DASARATHY et al. · 0 citations
#explainable ai Open access Sep 2026

PCGS: biomarker and risk group identification for Pediatric Cancers via explainable Graph neural networks with Shapley values

This framework outperforms previous supervised multi-omics integration baseline approaches based on glioma and Wilms tumor cohorts and enables GNN model explainability via Shapley value-based feature attribution approaches to explain the contributions of gene-level features across various biomedical tasks, including cl...

Z. Shi, A. Budhkar, W. Amin et al. · 0 citations
#federated learning Open access Sep 2026

Privacy-preserving intrusion detection in IoT smart homes using a federated hybrid 1D-CNN–LSTM model with explainable AI

FedShield-IDS is proposed, a novel federated intrusion detection framework that integrates a hybrid one-dimensional Convolutional Neural Network with Long Short-Term Memory units to simultaneously capture spatial traffic fingerprints and long-range temporal attack dynamics across IoT edge devices.

Ghada Abdelhady, Karim Wael Hussein, Islam Anwar Ali Gad · 0 citations

From tech blogs

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GPT-Lab Oct 14, 2026

Building trustworthy AI: The role of AI harnesses, intent contracts and evals

AI is moving beyond impressive demos. After World Summit AI 2026 in Amsterdam, GPT-Lab's Muhammad Waseem reflects on what organizations need to make AI agents reliable, responsible and genuinely useful in everyday work. The post Building trustworthy AI: The role of AI harnesses, intent contracts and evals appeared first on GPT-Lab.

Microsoft Research Blog Oct 12, 2026

Simulating student learning for better AI tutoring

StudentSim is a research system for evaluating and improving AI tutoring tools before they are tested with learners. It models how individuals may engage with tutors, giving feedback to improve tutor performance across subjects like chess, writing, and mathematics. The post Simulating student learning for better AI tutoring appeared first on Microsoft Research.

GPT-Lab Oct 12, 2026

AI Has Grown Up. Have We?

AI is moving beyond impressive demos. After World Summit AI 2026 in Amsterdam, GPT-Lab's Muhammad Waseem reflects on what organizations need to make AI agents reliable, responsible and genuinely useful in everyday work. The post AI Has Grown Up. Have We? appeared first on GPT-Lab.

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